{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 使用最小化器寻找局部能量最小值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import sys\n",
    "sys.path.append(os.path.abspath('..'))\n",
    "from note_utils.path import chdir, add_rosetta_env\n",
    "\n",
    "rosetta_home=add_rosetta_env('~/git_develop/rosetta') # rosetta主目录路径自行修改\n",
    "tutorial_path=rosetta_home/'demos/tutorials/minimization'"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 介绍\n",
    "\n",
    "蛋白不是静态的结构,而是经历着构象的变化,存在一组状态的集合.\n",
    "\n",
    "每个蛋白在构象库中的每个快照对应1个能量,有些构象能量高,有些能量低.在分子建模中,通常期望找到能量函数的全局最小值(以及对应构象).然而,搜索如此多变的能量空间是困难的.因此我们使用次佳的解:局部最小值.\n",
    "\n",
    "最小化 Minimization是寻找能量函数中与给定构象最近的局部最小值过程.\n",
    "\n",
    "Rosetta的一个核心算法称为最小化器minimizer,求解将结构移动到最近的局部能量最小值问题.它执行若干梯度下降算法的变种,寻找能量函数的最近能量最小值.\n",
    "\n",
    "有许多可用的能量最小化算法,但它们总体都会选择一个向量作为下降的方向,沿着该向量直到能量停止下降(线性搜索),然后选择新方向并重复.在本教程中我们选择`lbfgs\\_armijo\\_nonmonotone`算法,是一个多步算法,只需要一次调用即可达到局部最优(而不是反复调用直到收敛).\n",
    "\n",
    "总体而言,与MC算法相反,最小化是确定算法.重复能量最小化过程会有轻微的优势,但生成的构象集合没有多样性.\n",
    "\n",
    "话虽如此,在不同的操作系统以及编译器下,最小化对小的数字精度差比较敏感.\n",
    "\n",
    "许多Rosetta的模块会调用最小化器,但最简单的方式是使用`minimize`程序.\n",
    "\n",
    "## 教程目标\n",
    "\n",
    "你将使用3种不同的方式学习多种最小化算法.第1种是允许所有残基移动,其他两种方式只允许自由度的子集(degrees of freedom,DOFs)进行修改.\n",
    "\n",
    "- 学习通过命令行运行`score`和`minimize`可执行程序\n",
    "- 创建和利用约束文件,阻止alpha C原子的移动\n",
    "- 创建和利用movemap,控制最小化期间允许移动的自由度\n",
    "- 比较和分析每种方法的输出文件与结构\n",
    "\n",
    "## 如何执行最小化\n",
    "\n",
    "### 分析输入结构\n",
    "\n",
    "使用从PDB数据库直接获取的`3hon.pdb`,其中的部分结构在X射线实验中可能相差不大,但Rosetta认为并不是最优的.\n",
    "\n",
    "让我们获取该构象的初始分数.在命令行下输入:\n",
    "\n",
    "\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cd /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "当前目录从 /home/regen/git_develop/rosetta_notebook/00intro \n",
      "临时切换到 /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "\n",
      "SCORE:     score     fa_atr     fa_rep     fa_sol    fa_intra_rep    fa_intra_sol_xover4    lk_ball_wtd    fa_elec    pro_close    hbond_sr_bb    hbond_lr_bb    hbond_bb_sc    hbond_sc    dslf_fa13      omega     fa_dun    p_aa_pp    yhh_planarity        ref    rama_prepro    allatom_rms    gdtmm    gdtmm1_1    gdtmm2_2    gdtmm3_3    gdtmm4_3    gdtmm7_4    irms    maxsub    maxsub2.0    rms description\n",
      "SCORE:   292.410   -259.925    169.436    143.593           0.834                 12.369         -4.366    -38.638       15.694         -3.538         -9.816         -1.268      -1.503        0.000      0.201    219.207     -5.243            0.000     19.622         35.751          0.000    1.000       1.000       1.000       1.000       1.000       1.000   0.000    55.000       55.000  0.000   3hon_0001\n",
      "当前目录切换回到 /home/regen/git_develop/rosetta_notebook/00intro\n"
     ]
    }
   ],
   "source": [
    "with chdir(tutorial_path):\n",
    "    !$rosetta_home/source/bin/score.default.linuxgccrelease -s 3hon.pdb > /dev/null\n",
    "    !echo\n",
    "    !cat default.sc\n",
    "    !rm default.sc"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "打分函数命令将生成`default.sc`文件,包含该构象的Rosetta分数.我们可以看到总分数约300,fa_rep很大,表示结构中的某些原子之间存在冲突;fa_dun也很大,表明结构中的许多旋转异构体存在的概率很低.\n",
    "\n",
    "让我们尝试使用最小化器修复问题."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 设置flags文件\n",
    "\n",
    "`minimizer_flags`文件中包含最小化的参数:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-s 3hon.pdb\n",
      "-run:min_type lbfgs_armijo_nonmonotone\n",
      "-run:min_tolerance 0.001\n"
     ]
    }
   ],
   "source": [
    "!cat $tutorial_path/minimizer_flags"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`s`表示输入的是单个PDB文件,也即`3hon.pdb`.\n",
    "\n",
    "`run:min_type`选项指定最小化的算法,也即lbfgs_armijo_nonmonotone.这个算法目前是默认算法,因此可以省略.\n",
    "\n",
    "`run:min_tolerance`选项指定了最小化算法的收敛容差.Rosetta对于最小化有至少2种容差,相对容差和绝对容差.相对容差0.01表示函数值与实际的局部最优值相差1%以下,绝对容差不考虑当前的函数值,0.01表示与实际的局部最优值相差0.01REU(或者新版的kcal/mol).默认使用相对容差.\n",
    "\n",
    "相对容差0.01是很宽松的,因此推荐的容差小于0.01.所以,对于这个教程我们设置的是0.001."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 运行最小化命令\n",
    "\n",
    "在命令行运行以下命令:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cd /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "当前目录从 /home/regen/git_develop/rosetta_notebook/00intro \n",
      "临时切换到 /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "core.init: command: /home/regen/git_develop/rosetta/source/bin/minimize.default.linuxgccrelease @minimizer_flags\n",
      "minimize: Score: 0  -65.8329\n",
      "minimize: FinalScore: -65.8329\n",
      "3hon_0001.pdb  score.sc\n",
      "\n",
      "SEQUENCE: \n",
      "SCORE: total_score dslf_fa13    fa_atr    fa_dun   fa_elec fa_intra_rep fa_intra_sol_xover4              fa_rep              fa_sol hbond_bb_sc hbond_lr_bb    hbond_sc hbond_sr_bb lk_ball_wtd       omega     p_aa_pp pro_close rama_prepro         ref yhh_planarity description \n",
      "SCORE:     -65.833     0.000  -253.795    95.356   -49.021        0.718              13.258              31.156             131.798      -3.524     -17.593      -3.511      -8.115      -8.342       3.819     -15.420     0.224      -2.488      19.622         0.026 3hon_0001\n",
      "当前目录切换回到 /home/regen/git_develop/rosetta_notebook/00intro\n"
     ]
    }
   ],
   "source": [
    "with chdir(tutorial_path):\n",
    "    !$rosetta_home/source/bin/minimize.default.linuxgccrelease @minimizer_flags |grep minimize\n",
    "    !ls score.sc 3hon_0001.pdb\n",
    "    !echo\n",
    "    !cat score.sc\n",
    "    !cp 3hon_0001.pdb 3hon_mini.pdb\n",
    "    !rm score.sc 3hon_0001.pdb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "将生成`score.sc`和`3hon_0001.pdb`输出结构.让我们分析输出的分数和结构."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析输出\n",
    "\n",
    "`score.sc`文件包含最小化后结构的分数。与之前的分数比较，多数能量项下降了。能量最小化对结构的影响可以看下图："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cd /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "当前目录从 /home/regen/git_develop/rosetta_notebook/00intro \n",
      "临时切换到 /home/regen/git_develop/rosetta/demos/tutorials/minimization\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当前目录切换回到 /home/regen/git_develop/rosetta_notebook/00intro\n"
     ]
    }
   ],
   "source": [
    "from PIL import Image\n",
    "from IPython.display import display\n",
    "\n",
    "with chdir(tutorial_path):\n",
    "    !pymol -cQ 3hon_mini.pdb 3hon.pdb  -g after_min.png\n",
    "    display(Image.open('after_min.png'))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "能量最小化的结构(绿)从原始结构(青)移动出去了，因此让我们先对齐两个结构。在pymol中命令为：\n",
    "\n",
    "<p style=\"background:#3e9b76;color:#FFFFFF\">align 3hon_0001,3hon</p>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cd /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "当前目录从 /home/regen/git_develop/rosetta_notebook/00intro \n",
      "临时切换到 /home/regen/git_develop/rosetta/demos/tutorials/minimization\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当前目录切换回到 /home/regen/git_develop/rosetta_notebook/00intro\n"
     ]
    }
   ],
   "source": [
    "with chdir(tutorial_path):\n",
    "    !pymol -cQ 3hon_mini.pdb 3hon.pdb -d \"align 3hon_mini,3hon\" -g after_min.png\n",
    "    display(Image.open('after_min.png'))\n",
    "    !rm 3hon_mini.pdb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "可以看到蛋白尾部的9个残基构象发生了显著的变化。\n",
    "\n",
    "这种过大的移动有时并不是我们想要的。下面我们使用约束来控制最小化过程，它会在打分函数中对指定原子的移动施加罚分。\n",
    "\n",
    "## 如何在约束下进行能量最小化\n",
    "\n",
    "我们在9个C端残基骨架重原子上施加调和坐标约束(csts)。你可以认为这些约束是弹性的，允许骨架原子在原位置附近摆动。在实践中，约束是额外的人工添加的势能。\n",
    "\n",
    "### 设置flags文件和约束文件\n",
    "\n",
    "我们需要在flags文件中添加额外的的选项，包括额外的约束势能打分函数，在打分函数文件中将约束分数的权重设置为非0值。flags文件如下："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-s 3hon.pdb\n",
      "-run:min_type lbfgs_armijo_nonmonotone\n",
      "-run:min_tolerance 0.001\n",
      "-constraints:cst_file cstfile\n",
      "-score:weights ref2015_cst\n",
      "-out:suffix _minwithcsts\n"
     ]
    }
   ],
   "source": [
    "!cat $tutorial_path/minwithcsts_flags"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`-constraints:cst_file`选项指定约束文件，`-score:weights`指定选择的能量函数权重。ref2015_cst是预定义的权重文件，可以细分为链断裂/坐标/原子对/键角/二面角/残基类型约束(chainbreak, coordinate_constraint, atom_pair_constraint, angle_constraint, dihedral_constraint, and res_type_constraint)，每项权重为1.\n",
    "\n",
    "`-out:suffix`能够添加后缀名，避免覆盖原文件。\n",
    "\n",
    "本教程使用的约束文件形如：\n",
    "`约束类型 原子名 残基号 原子名2(CA) 链编号 原坐标x y z 函数类型 标准差 权重`，由于使用的是坐标约束，因此第2个原子固定为CA,实际不解析该列。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CoordinateConstraint CA 46 CA 1 57.758  52.927  52.282 HARMONIC 0.2 0.1 \n",
      "CoordinateConstraint C 46 CA 1 58.144  52.681  53.749 HARMONIC 0.2 0.1\n",
      "CoordinateConstraint O 46 CA 1 58.553  51.572  54.130 HARMONIC 0.2 0.1\n",
      "CoordinateConstraint N 47 CA 1 58.018  53.736  54.557 HARMONIC 0.2 0.1\n",
      "CoordinateConstraint CA 47 CA 1 58.369  53.698  55.974 HARMONIC 0.2 0.1\n"
     ]
    }
   ],
   "source": [
    "!head -n5 $tutorial_path/cstfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 运行能量最小化命令\n",
    "\n",
    "现在使用新的flag文件进行最小化："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cd /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "当前目录从 /home/regen/git_develop/rosetta_notebook/00intro \n",
      "临时切换到 /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "core.scoring.constraints.util: Constraint choice: cstfile\n",
      "core.scoring.constraints.ConstraintsIO: read constraints from cstfile\n",
      "core.scoring.constraints.ConstraintsIO: Read in 39 constraints\n",
      "3hon_minwithcsts_0001.pdb  3hon.pdb  score_minwithcsts.sc\n",
      "\n",
      "SEQUENCE: \n",
      "SCORE: total_score angle_constraint atom_pair_constraint chainbreak coordinate_constraint dihedral_constraint dslf_fa13    fa_atr    fa_dun   fa_elec fa_intra_rep fa_intra_sol_xover4              fa_rep              fa_sol hbond_bb_sc hbond_lr_bb    hbond_sc hbond_sr_bb lk_ball_wtd metalbinding_constraint                   omega                 p_aa_pp pro_close rama_prepro         ref res_type_constraint yhh_planarity description \n",
      "SCORE:     -51.726            0.000                0.000      0.000                 1.476               0.000     0.000  -253.398    99.052   -52.458        0.704              13.099              31.243             136.390      -4.168     -17.054      -4.717      -8.028      -7.905                   0.000                   5.455                 -14.199     0.794       2.329      19.622               0.000         0.038 3hon_minwithcsts_0001\n",
      "当前目录切换回到 /home/regen/git_develop/rosetta_notebook/00intro\n"
     ]
    }
   ],
   "source": [
    "with chdir(tutorial_path):\n",
    "    !$rosetta_home/source/bin/minimize.default.linuxgccrelease @minwithcsts_flags |grep constraints\n",
    "    !ls score*.sc 3hon*.pdb\n",
    "    !echo\n",
    "    !cat score*.sc\n",
    "    !cp 3hon_minwithcsts_0001.pdb 3hon_cstbk.pdb\n",
    "    !rm score_minwithcsts.sc 3hon_minwithcsts_0001.pdb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 分析输出\n",
    "\n",
    "与上述分数对比，使用约束的最小化得分比晶体得分低得多，但比无约束最小化得分略高。坐标约束罚分是较小的，但由于骨架结构不允许移动得过远，有些结构冲突没有解决，fa_atr和fa_dun项不如无约束的低。\n",
    "\n",
    "再次比较晶体结构和最小化后的结构,可以看到尾端的CA原子移动幅度小得多。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cd /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "当前目录从 /home/regen/git_develop/rosetta_notebook/00intro \n",
      "临时切换到 /home/regen/git_develop/rosetta/demos/tutorials/minimization\n"
     ]
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当前目录切换回到 /home/regen/git_develop/rosetta_notebook/00intro\n"
     ]
    }
   ],
   "source": [
    "with chdir(tutorial_path):\n",
    "    !pymol -cQ 3hon_cstbk.pdb 3hon.pdb -d \"align 3hon_cstbk,3hon\" -g after_cstmin.png\n",
    "    display(Image.open('after_cstmin.png'))\n",
    "    !rm 3hon_cstbk.pdb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "有时，可能希望禁止残基的内部几何形状变化，而不是调整各个原子的坐标。为了阻止骨架phi/psi角和/或侧链chi角的移动，我们可以提供MoveMap,指定哪些自由度可以改变。\n",
    "\n",
    "## 如何在MoveMap下进行能量最小化\n",
    "\n",
    "### MoveMap\n",
    "\n",
    "[MoveMap]() 是rosetta最小化的重要概念。它允许用户控制在最小化过程中可以改变的自由度以及固定的自由度。例如，某些建模应用中可能不想移动高度保守的侧链，而在设计应用中可能希望保留某些相互作用。\n",
    "\n",
    "在最小化流程中，MoveMap允许用户指定是否允许骨架（BB）扭转角（α-氨基酸的phi 和 psi）和/或侧链扭转角（CHI）移动。\n",
    "\n",
    "此外，如果输入结构包含多个链（通过若干刚体变换(称为跳跃 *JUMPS* )分开），movemap还可以指定是否允许不同链之间的刚体运动。\n",
    "\n",
    "注意：即使冻结一个残基的骨架和侧链扭转角，它与其他残基的相对位置依然会根据折叠树上游残基的移动进行变化。\n",
    "\n",
    "#### 关于折叠树\n",
    "\n",
    "[折叠树]() 是另一个与最小化相关的概念。虽然在[另一个教程]()中会详细介绍折叠树的操作，我们在此进行简述。\n",
    "\n",
    "在最小化过程中，自由度发生变化，可能会产生模糊的结果。例如，如果将残基5的phi角从-60改为-50，可能会发生以下情况：残基1至4保持不动，而5及其之后的所有残基都移动；残基1至4移动，而5及其之后的所有残基保持不动；残基5中的原子可以移动，但其余原子固定，意味着蛋白质的结合形状将严重扭曲；或者三种情况的组合。\n",
    "\n",
    "折叠树建立了一个残基在姿势中的层次关系，以定义自由度变化的影响。每个残基都有一个唯一的父节点（除了单个根残基的例外），并且每个残基可以有多个子节点（禁止循环依赖——例如，残基3是残基4的父节点，则残基4不能是残基3的父节点）。\n",
    "\n",
    "一个残基的自由度变化会传播到该残基的所有子节点中，但不会影响父节点。在典型的姿势中，大多数残基通过共价连接相关，但两个残基可以通过空间的刚体变换相关联。如果存在两个独立的链（没有共价连接），则必须至少有一个跳跃将第一链的残基与第二链的残基相关联。\n",
    "\n",
    "如上文所述，在用户调用最小化器特别是使用movemap时，应该考虑到折叠树。默认的折叠树将残基1作为根节点，将残基2作为子节点，残基3作为残基2的子节点，以此类推。如果有额外的链，则继续与额外链的第1个残基连接。\n",
    "\n",
    "任何可移动的自由度都会影响折叠树下游的所有残基，即使下游残基的自由度被movemap固定。例如，考虑一个包含20个残基的默认折叠树，使用movemap防止残基8至20的骨架自由度移动。能量最小化会改变残基1至7的骨架自由度，同时将残基8至20作为整体在空间中移动（8-20内部的相对位置是不变的）。\n",
    "\n",
    "#### movemap文件格式的描述\n",
    "\n",
    "每行表示跳跃，残基或者残基范围，然后是允许移动的自由度。\n",
    "\n",
    "```txt\n",
    "RESIDUE <#> <BB/CHI/BBCHI/NO>         # 单个残基，残基号<#>后面是4个自由度之一\n",
    "RESIDUE <#1> <#2> <BB/CHI/BBCHI/NO>   # 从<#1> 到 <#2> 的残基范围，然后是4个自由度之一\n",
    "JUMP <#> <YES/NO>                     # 跳跃编号<#>，然后选择是/否允许刚体移动\n",
    "```\n",
    "\n",
    "例如：\n",
    "\n",
    "```txt\n",
    "RESIDUE 28 BB        # 允许28号残基的骨架移动\n",
    "RESIDUE 32 48 BBCHI  # 允许32-48号残基内的骨架和侧链移动\n",
    "JUMP 1 YES           # 允许由跳跃1分割的结构之间的刚体移动\n",
    "```\n",
    "\n",
    "也允许使用`*`表示所有残基或跳跃：\n",
    "\n",
    "```txt\n",
    "RESIDUE *  CHI    # 允许所有残基侧链移动\n",
    "JUMP * YES        # 允许所有被跳跃分割的结构之间的刚体移动\n",
    "```\n",
    "\n",
    "如果残基出现多次，只根据最后一次的定义来执行，例如以下文件只会允许骨架移动。\n",
    "\n",
    "```txt\n",
    "RESIDUE * CHI\n",
    "RESIDUE * BB\n",
    "```\n",
    "\n",
    "未定义Movemap的残基或跳跃会使用默认行为，具体由流程决定。在许多流程里面，默认行为是允许所有自由度的移动。\n",
    "\n",
    "### 设置flags文件和movemap文件\n",
    "\n",
    "使用新的flags文件，指定movemap文件："
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "-s 3hon.pdb\n",
      "-run:min_type lbfgs_armijo_nonmonotone\n",
      "-run:min_tolerance 0.001\n",
      "-movemap movemapfile\n",
      "-out:suffix _minwithmm\n"
     ]
    }
   ],
   "source": [
    "!cat $tutorial_path/minwithmm_flags"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`-movemap`指定movemap文件。此处使用的movemap文件允许所有自由度移动，然后固定47-55号残基。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "RESIDUE * BBCHI\n",
      "RESIDUE 45 57 NO\n"
     ]
    }
   ],
   "source": [
    "!cat $tutorial_path/movemapfile"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 运行能量最小化命令\n",
    "\n",
    "使用movemap文件而非距离约束文件，执行能量最小化。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cd /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "当前目录从 /home/regen/git_develop/rosetta_notebook/00intro \n",
      "临时切换到 /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "core.init: command: /home/regen/git_develop/rosetta/source/bin/minimize.default.linuxgccrelease @minwithmm_flags\n",
      "minimize: Initializing movemap from file movemapfile\n",
      "minimize: Score: 0  -4.80582\n",
      "minimize: FinalScore: -4.80582\n",
      "3hon_minwithmm_0001.pdb  3hon.pdb  score_minwithmm.sc\n",
      "\n",
      "SEQUENCE: \n",
      "SCORE: total_score dslf_fa13    fa_atr    fa_dun   fa_elec fa_intra_rep fa_intra_sol_xover4              fa_rep              fa_sol hbond_bb_sc hbond_lr_bb    hbond_sc hbond_sr_bb lk_ball_wtd       omega     p_aa_pp pro_close rama_prepro         ref yhh_planarity description \n",
      "SCORE:      -4.806     0.000  -246.805   125.855   -44.210        0.734              13.244              31.662             126.303      -4.147     -16.471      -3.186      -6.885      -7.731       4.600     -13.709    12.241       4.030      19.622         0.046 3hon_minwithmm_0001\n",
      "当前目录切换回到 /home/regen/git_develop/rosetta_notebook/00intro\n"
     ]
    }
   ],
   "source": [
    "with chdir(tutorial_path):\n",
    "    !$rosetta_home/source/bin/minimize.default.linuxgccrelease @minwithmm_flags  |grep minimize\n",
    "    !ls score*.sc 3hon*.pdb\n",
    "    !echo\n",
    "    !cat score*.sc\n",
    "    !cp 3hon_minwithmm_0001.pdb 3hon_mm.pdb\n",
    "    !rm score_minwithmm.sc 3hon_minwithmm_0001.pdb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "比较分数，可以看到依然比晶体结构低，不过在最小化结构中是最高的。主要差异来自于pro_close项（脯氨酸侧链闭环能）和fa_dun项。\n",
    "\n",
    "对齐整体结构和尾端结构，可以看到整体上C端的残基是有一些移动的，但单独对齐可以发现C端的残基内部距离完全不变。\n",
    "\n",
    "注意：rosetta残基编号从1开始，而原结构是从-1开始的，因此pymol的残基范围有区别。"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "cd /home/regen/git_develop/rosetta/demos/tutorials/minimization\n",
      "当前目录从 /home/regen/git_develop/rosetta_notebook/00intro \n",
      "临时切换到 /home/regen/git_develop/rosetta/demos/tutorials/minimization\n"
     ]
    },
    {
     "data": {
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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<PIL.PngImagePlugin.PngImageFile image mode=RGBA size=640x480>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "当前目录切换回到 /home/regen/git_develop/rosetta_notebook/00intro\n"
     ]
    }
   ],
   "source": [
    "with chdir(tutorial_path):\n",
    "    !pymol -cQ 3hon_mm.pdb 3hon.pdb -d \"align 3hon_mm,3hon\" -g after_mm_all.png\n",
    "    display(Image.open('after_mm_all.png')) \n",
    "    !pymol -cQ 3hon_mm.pdb 3hon.pdb -d \"align 3hon_mm and resi 45-53,3hon;hide everything;show cartoon,resi 45-53;show sticks,resi 45-53;zoom vis\" -g after_mm_9.png\n",
    "    display(Image.open('after_mm_9.png'))\n",
    "    !rm 3hon_mm.pdb"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 更多算法描述(选读)\n",
    "\n",
    "能量最小化采用梯度下降的变种算法。所有能量项除了计算能量，还提供了规定自由度时的微分。这些微分组成梯度向量，梯度向量 $\\bigtriangledown$ 指向能量上升的方向，负方向指向能量下降的方向。能量最小化沿着向下的方向平稳移动（即每次下降$\\varepsilon \\bigtriangledown$）,直到梯度足够小。\n",
    "\n",
    "这种方式使用`linmin_iterated`方式执行，比较慢。同时使用一阶和二阶微分的逆会更快（牛顿法）。二阶微分组成的矩阵为Hessian矩阵，包括NxN个二阶微分。这个矩阵求逆是缓慢的，通常使用最近的几个一阶微分估计Hessian矩阵。许多拟牛顿方法采用这种方式，包括DFP方法和BFGS方法。\n",
    "\n",
    "Rosetta使用标准的BFGS(不合适地命名为dfpmin)或更高性能的变体算法（lbfgs）。它们同样有其他变体，在终止条件和搜索方面有些许区别。目前默认使用`lbfgs_armijo_nonmonotone`算法，在测试集上对于大蛋白效果最佳。\n",
    "\n",
    "很小的体系如短肽使用`dfpmin_armijo_nonmonotone`可能更好。`linmin_iterated`更慢，但对于Hessian逆的估计更少出错。"
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